{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NVIDIA GeForce GTX 1050\n"
     ]
    }
   ],
   "source": [
    "if torch.cuda.is_available():\n",
    "    torch.set_default_tensor_type(torch.cuda.FloatTensor)\n",
    "    print(torch.cuda.get_device_name(0))\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MnistDataset(Dataset):\n",
    "    def __init__(self, csv_file) -> None:\n",
    "        self.data_df = pd.read_csv(csv_file, header=None)\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        label = self.data_df.iloc[index, 0]\n",
    "        targets = torch.zeros(10)\n",
    "        targets[label] = 1.0\n",
    "        img_values = torch.cuda.FloatTensor(self.data_df.iloc[index, 1:].values) / 255.0\n",
    "        return label, img_values, targets\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.data_df)\n",
    "\n",
    "    def plot_image(self, index):\n",
    "        arr = self.data_df.iloc[index, 1:].values.reshape(28, 28)\n",
    "        plt.title(f'label = {self.data_df.iloc[index, 0]}')\n",
    "        plt.imshow(arr, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "class View(nn.Module):\n",
    "    def __init__(self, shape):\n",
    "        super().__init__()\n",
    "        self.shape = shape,\n",
    "\n",
    "    def forward(self, x):\n",
    "        return x.view(*self.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Classifier(nn.Module):\n",
    "    \"\"\"分类器\"\"\"\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            # 1 个过滤器扩展到 10 个，卷积核为 5x5 大小，步长为 2\n",
    "            nn.Conv2d(1, 10, kernel_size=5, stride=2),\n",
    "            nn.LeakyReLU(0.02),\n",
    "            nn.BatchNorm2d(10), # 对图层中的每个通道进行标准化\n",
    "\n",
    "            # 10 个过滤器到 10 个过滤器\n",
    "            nn.Conv2d(10, 10, kernel_size=3, stride=2),\n",
    "            nn.LeakyReLU(0.02),\n",
    "            nn.BatchNorm2d(10),\n",
    "\n",
    "            View(250),\n",
    "            nn.Linear(250, 10),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "        # self.loss_function = nn.MSELoss()\n",
    "        self.loss_function = nn.BCELoss()\n",
    "\n",
    "        self.optimiser = torch.optim.Adam(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, inputs, targets):\n",
    "        outputs = self.forward(inputs)\n",
    "        loss = self.loss_function(outputs, targets)\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "        if self.counter % 10000 == 0:\n",
    "            print(f'counter: {self.counter}')\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_dataset = MnistDataset('mnist_dataset/mnist_train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training epoch: 0\n",
      "counter: 10000\n",
      "counter: 20000\n",
      "counter: 30000\n",
      "counter: 40000\n",
      "counter: 50000\n",
      "counter: 60000\n",
      "training epoch: 1\n",
      "counter: 70000\n",
      "counter: 80000\n",
      "counter: 90000\n",
      "counter: 100000\n",
      "counter: 110000\n",
      "counter: 120000\n",
      "training epoch: 2\n",
      "counter: 130000\n",
      "counter: 140000\n",
      "counter: 150000\n",
      "counter: 160000\n",
      "counter: 170000\n",
      "counter: 180000\n",
      "CPU times: total: 13min 54s\n",
      "Wall time: 14min 56s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "epochs = 3\n",
    "C = Classifier()\n",
    "C.to(device)\n",
    "for i in range(epochs):\n",
    "    print(f'training epoch: {i}')\n",
    "    for label, image_data_tensor, target_tensor in mnist_dataset:\n",
    "        C.train(image_data_tensor.view(1,1,28,28), target_tensor)\n",
    "# gpu time cost about 15mins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "C.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_test_data = MnistDataset('mnist_dataset/mnist_test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(C, 'models/cnn_image_classifer.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9750 10000 0.975\n"
     ]
    }
   ],
   "source": [
    "score = 0\n",
    "total = 0\n",
    "for label, image_data_tensor, target_tensor in mnist_test_data:\n",
    "    answer = C.forward(image_data_tensor.view(1,1,28,28)).detach().cpu().numpy()\n",
    "    if answer.argmax() == label:\n",
    "        score += 1\n",
    "    total += 1\n",
    "print(score, total, score/total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('gpu')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "58922fca52bf0b0fa135258a2f5e2f56dc4e2b2ab2e6e97ea30aa98ce7150ccd"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
